{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5e27be6c-7459-429f-a564-3e8edb776b5c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_train.shape= (50000, 32, 32, 3)\n",
      "y_train.shape= (50000, 1)\n",
      "(10000, 32, 32, 3) (10000, 32, 32, 3)\n",
      "(10000, 1) (10000, 1)\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "cifar10 = tf.keras.datasets.cifar10\n",
    "(x_train,y_train),(x_test,y_test) = cifar10.load_data()\n",
    "x_train,x_test = tf.cast(x_train,dtype=tf.float32)/255.0,tf.cast(x_test,dtype=tf.float32)/255.0\n",
    "y_train,y_test = tf.cast(y_train,dtype=tf.int32),tf.cast(y_test,dtype=tf.int32)\n",
    "\n",
    "print(\"x_train.shape=\",x_train.shape)\n",
    "print(\"y_train.shape=\",y_train.shape)\n",
    "print(\"x_test.shape=\",x_test.shape)\n",
    "print(\"y_test.shape=\",y_teat.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f09141c3-1332-4f95-8fc3-f2ce580a446a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_1\"</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mModel: \"sequential_1\"\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> Layer (type)                         </span>┃<span style=\"font-weight: bold\"> Output Shape                </span>┃<span style=\"font-weight: bold\">         Param # </span>┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
       "│ conv2d_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)          │             <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ max_pooling2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)          │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dropout_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)          │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ conv2d_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)          │          <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ max_pooling2d_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)          │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dropout_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)          │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ flatten_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65536</span>)               │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)                 │      <span style=\"color: #00af00; text-decoration-color: #00af00\">33,554,944</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dropout_7 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)                 │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dense_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)                 │         <span style=\"color: #00af00; text-decoration-color: #00af00\">131,328</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dropout_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)                 │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dense_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)                  │           <span style=\"color: #00af00; text-decoration-color: #00af00\">2,570</span> │\n",
       "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape               \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m        Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
       "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m)                    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)          │             \u001b[38;5;34m896\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ max_pooling2d_3 (\u001b[38;5;33mMaxPooling2D\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)          │               \u001b[38;5;34m0\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dropout_5 (\u001b[38;5;33mDropout\u001b[0m)                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)          │               \u001b[38;5;34m0\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m)                    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m64\u001b[0m)          │          \u001b[38;5;34m18,496\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ max_pooling2d_4 (\u001b[38;5;33mMaxPooling2D\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m64\u001b[0m)          │               \u001b[38;5;34m0\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dropout_6 (\u001b[38;5;33mDropout\u001b[0m)                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m64\u001b[0m)          │               \u001b[38;5;34m0\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ flatten_1 (\u001b[38;5;33mFlatten\u001b[0m)                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65536\u001b[0m)               │               \u001b[38;5;34m0\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dense_3 (\u001b[38;5;33mDense\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)                 │      \u001b[38;5;34m33,554,944\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dropout_7 (\u001b[38;5;33mDropout\u001b[0m)                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)                 │               \u001b[38;5;34m0\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dense_4 (\u001b[38;5;33mDense\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)                 │         \u001b[38;5;34m131,328\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dropout_8 (\u001b[38;5;33mDropout\u001b[0m)                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)                 │               \u001b[38;5;34m0\u001b[0m │\n",
       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
       "│ dense_5 (\u001b[38;5;33mDense\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)                  │           \u001b[38;5;34m2,570\u001b[0m │\n",
       "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">33,708,234</span> (128.59 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m33,708,234\u001b[0m (128.59 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">33,708,234</span> (128.59 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m33,708,234\u001b[0m (128.59 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = tf.keras.models.Sequential([\n",
    "    tf.keras.layers.Conv2D(32,kernel_size=(3,3),padding='same',activation=tf.nn.relu,input_shape=x_train.shape[1:]),\n",
    "    tf.keras.layers.MaxPool2D(pool_size=(2,2),strides=(1,1),padding='same'),\n",
    "    tf.keras.layers.Dropout(0.2),\n",
    "    tf.keras.layers.Conv2D(64,kernel_size=(3,3),padding='same',activation=tf.nn.relu),\n",
    "    tf.keras.layers.MaxPool2D(pool_size=(2,2),strides=(1,1),padding='same'),\n",
    "    tf.keras.layers.Dropout(0.2),\n",
    "    tf.keras.layers.Flatten(),\n",
    "    tf.keras.layers.Dense(512,activation='relu'),\n",
    "    tf.keras.layers.Dropout(0.2),\n",
    "    tf.keras.layers.Dense(256,activation='relu'),\n",
    "    tf.keras.layers.Dropout(0.5),\n",
    "    tf.keras.layers.Dense(10,activation='softmax')\n",
    "])\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "83fe0646-3c41-443b-b257-00f5d4661e99",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m159s\u001b[0m 503ms/step - loss: 1.7862 - sparse_categorical_accuracy: 0.3535 - val_loss: 1.3343 - val_sparse_categorical_accuracy: 0.5261\n",
      "Epoch 2/10\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m157s\u001b[0m 502ms/step - loss: 1.2846 - sparse_categorical_accuracy: 0.5407 - val_loss: 1.1400 - val_sparse_categorical_accuracy: 0.6038\n",
      "Epoch 3/10\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m157s\u001b[0m 502ms/step - loss: 1.0923 - sparse_categorical_accuracy: 0.6180 - val_loss: 1.0069 - val_sparse_categorical_accuracy: 0.6485\n",
      "Epoch 4/10\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m164s\u001b[0m 523ms/step - loss: 0.9417 - sparse_categorical_accuracy: 0.6683 - val_loss: 0.9560 - val_sparse_categorical_accuracy: 0.6638\n",
      "Epoch 5/10\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m159s\u001b[0m 508ms/step - loss: 0.8081 - sparse_categorical_accuracy: 0.7164 - val_loss: 0.8970 - val_sparse_categorical_accuracy: 0.6917\n",
      "Epoch 6/10\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m157s\u001b[0m 503ms/step - loss: 0.6929 - sparse_categorical_accuracy: 0.7576 - val_loss: 0.9159 - val_sparse_categorical_accuracy: 0.6899\n",
      "Epoch 7/10\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m157s\u001b[0m 503ms/step - loss: 0.5827 - sparse_categorical_accuracy: 0.7936 - val_loss: 0.9099 - val_sparse_categorical_accuracy: 0.7027\n",
      "Epoch 8/10\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m157s\u001b[0m 503ms/step - loss: 0.4933 - sparse_categorical_accuracy: 0.8275 - val_loss: 0.9405 - val_sparse_categorical_accuracy: 0.7068\n",
      "Epoch 9/10\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m157s\u001b[0m 503ms/step - loss: 0.4182 - sparse_categorical_accuracy: 0.8532 - val_loss: 1.0077 - val_sparse_categorical_accuracy: 0.7032\n",
      "Epoch 10/10\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m157s\u001b[0m 502ms/step - loss: 0.3504 - sparse_categorical_accuracy: 0.8789 - val_loss: 1.0908 - val_sparse_categorical_accuracy: 0.6996\n",
      "157/157 - 10s - 63ms/step - loss: 1.0929 - sparse_categorical_accuracy: 0.6950\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[1.0929043292999268, 0.6949999928474426]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.compile(optimizer='adam',loss=tf.keras.losses.SparseCategoricalCrossentropy(),metrics=['sparse_categorical_accuracy'])\n",
    "history=model.fit(x_train,y_train,batch_size=128,epochs=10,validation_split=0.2)\n",
    "model.evaluate(x_test,y_teat,batch_size=64,verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b1e2d015-dc1b-4f29-8ff7-21cf526ffc41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loss=history.history['loss']\n",
    "acc=history.history['sparse_categorical_accuracy']\n",
    "val_loss=history.history['val_loss']\n",
    "val_acc=history.history['val_sparse_categorical_accuracy']\n",
    "plt.figure(figsize=(10,3))\n",
    "plt.subplot(121)\n",
    "plt.plot(loss,color='b',label='train')\n",
    "plt.plot(val_loss,color='r',label='validate')\n",
    "plt.ylabel('loss')\n",
    "plt.legend()\n",
    "plt.subplot(122)\n",
    "plt.plot(acc,color='b',label='train')\n",
    "plt.plot(val_acc,color='r',label='validate')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6bf36c87-1bd8-4095-8b3f-e53e1513c03c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 101ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for i in range(10):\n",
    "    n=np.random.randint(1,10000)\n",
    "    plt.subplot(2,5,i+1)\n",
    "    plt.axis(\"off\")\n",
    "    plt.rcParams['font.sans-serif']=['SimHei']\n",
    "    plt.imshow(x_test[n],cmap='gray')\n",
    "    demo=tf.reshape(x_test[n],(1,32,32,3))\n",
    "    y_pred=np.argmax(model.predict(demo))\n",
    "    title=\"标签值:\"+str((y_test.numpy())[n,0])+\"\\n预测值:\"+str(y_pred)\n",
    "    plt.title(title)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7e30c17d-a087-461b-b2de-cf2c40da5e70",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
